{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7a4d051f",
   "metadata": {},
   "source": [
    "### 读取提取模板所保存的光谱数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d824de68",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "df = pd.read_csv(rf'G:\\烟丝加香近红外\\yansi20250708\\Spectrum_analyse\\SpectralExtraction\\尚鼎烟丝光谱数据.csv' , index_col = 0)\n",
    "# df = df.groupby(df.index).mean()\n",
    "\n",
    "labels = df.index.values\n",
    "\n",
    "spectrum = df.values\n",
    "# spectrum = spectrum[: , 50:450]\n",
    "wave = [float(i) for i in df.columns.values]\n",
    "# wave = wave[50:450]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7903a88f",
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = [float(i[0:3]) for i in labels]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b705988",
   "metadata": {},
   "source": [
    "### 绘图查看数据情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "056f9300",
   "metadata": {},
   "outputs": [],
   "source": [
    "from SpectrumAnalyse import show_specs_regre ,split_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a9e32cf6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1280x1024 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_specs_regre(wave, spectrum, labels, title='光谱分布')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6d5427e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1280x1024 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "category,  split_datas = split_data(labels , spectrum)\n",
    "mean_data = np.array([np.mean(i,axis=0) for i in split_datas])\n",
    "show_specs_regre(wave, mean_data, category, title='光谱分布')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8b5e89d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.3478273979617506, 0.9130431505095623)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "from  SpectrumAnalyse import k_fold_cross_validation_regression\n",
    "from sklearn.metrics import mean_squared_error, r2_score\n",
    "from sklearn.cross_decomposition import PLSRegression\n",
    "model = PLSRegression(n_components=8)\n",
    "k_fold_cross_validation_regression(np.array(spectrum), np.array(labels),model,  n_splits=5, random_state=42, show=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83597805",
   "metadata": {},
   "source": [
    "### 预处理方法列表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ef310b49",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from tqdm import tqdm  # 导入 tqdm 库\n",
    "# \n",
    "from SpectrumAnalyse import msc, snv, CT, MA, SG, pca, none\n",
    "from SpectrumAnalyse import SPA_select, k_fold_cross_validation, leave_one_out_cross_validation, mean_squared_error, pearson_correlation, plot_duplicate_data, plot_duplicate_data_both, plot_selected_features, split_data\n",
    "\n",
    "preprocessing_functions = {\n",
    "    '不做任何预处理': none,\n",
    "    'MSC': msc,\n",
    "    'SNV': snv,\n",
    "    'CT': CT,\n",
    "    'MA': MA,\n",
    "    'SG': SG,\n",
    "    'PCA': pca,\n",
    "\n",
    "}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74d2ffde",
   "metadata": {},
   "source": [
    "### 网格调参结合各种预处理方法选优"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7a4bef69",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing Functions:  14%|█▍        | 1/7 [00:00<00:00,  6.83it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 4 folds for each of 4 candidates, totalling 16 fits\n",
      "Fitting 4 folds for each of 4 candidates, totalling 16 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing Functions:  57%|█████▋    | 4/7 [00:00<00:00, 10.63it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 4 folds for each of 4 candidates, totalling 16 fits\n",
      "Fitting 4 folds for each of 4 candidates, totalling 16 fits\n",
      "Fitting 4 folds for each of 4 candidates, totalling 16 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing Functions: 100%|██████████| 7/7 [00:00<00:00,  7.54it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 4 folds for each of 4 candidates, totalling 16 fits\n",
      "Fitting 4 folds for each of 4 candidates, totalling 16 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing Functions: 100%|██████████| 7/7 [00:00<00:00,  7.82it/s]\n"
     ]
    },
    {
     "data": {
      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
       "columns": [
        {
         "name": "index",
         "rawType": "int64",
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         "name": "0",
         "rawType": "object",
         "type": "string"
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         "rawType": "object",
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         "name": "2",
         "rawType": "object",
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         "不做任何预处理",
         "{'n_components': 8}",
         "[0.4 0.9]"
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         "MSC",
         "{'n_components': 5}",
         "[0.46 0.88]"
        ],
        [
         "2",
         "SNV",
         "{'n_components': 5}",
         "[0.45 0.89]"
        ],
        [
         "3",
         "CT",
         "{'n_components': 8}",
         "[0.4 0.9]"
        ],
        [
         "4",
         "MA",
         "{'n_components': 5}",
         "[0.41 0.9 ]"
        ],
        [
         "5",
         "SG",
         "{'n_components': 8}",
         "[0.44 0.89]"
        ],
        [
         "6",
         "PCA",
         "{'n_components': 5}",
         "[0.37 0.91]"
        ]
       ],
       "shape": {
        "columns": 3,
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       }
      },
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>不做任何预处理</td>\n",
       "      <td>{'n_components': 8}</td>\n",
       "      <td>[0.4, 0.9]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>MSC</td>\n",
       "      <td>{'n_components': 5}</td>\n",
       "      <td>[0.46, 0.88]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SNV</td>\n",
       "      <td>{'n_components': 5}</td>\n",
       "      <td>[0.45, 0.89]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CT</td>\n",
       "      <td>{'n_components': 8}</td>\n",
       "      <td>[0.4, 0.9]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MA</td>\n",
       "      <td>{'n_components': 5}</td>\n",
       "      <td>[0.41, 0.9]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>SG</td>\n",
       "      <td>{'n_components': 8}</td>\n",
       "      <td>[0.44, 0.89]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>PCA</td>\n",
       "      <td>{'n_components': 5}</td>\n",
       "      <td>[0.37, 0.91]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         0                    1             2\n",
       "0  不做任何预处理  {'n_components': 8}    [0.4, 0.9]\n",
       "1      MSC  {'n_components': 5}  [0.46, 0.88]\n",
       "2      SNV  {'n_components': 5}  [0.45, 0.89]\n",
       "3       CT  {'n_components': 8}    [0.4, 0.9]\n",
       "4       MA  {'n_components': 5}   [0.41, 0.9]\n",
       "5       SG  {'n_components': 8}  [0.44, 0.89]\n",
       "6      PCA  {'n_components': 5}  [0.37, 0.91]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cross_decomposition import PLSRegression  # Import PLSRegression\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "import numpy as np\n",
    "import random\n",
    "\n",
    "# 定义KFold交叉验证\n",
    "random_seed = 53\n",
    "random.seed(random_seed)\n",
    "np.random.seed(random_seed)\n",
    "\n",
    "# 定义参数网格\n",
    "param_grid = {\n",
    "    'n_components': [2, 5, 8, 10],  # Number of components to try for PLS\n",
    "}\n",
    "\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "\n",
    "# 使用 StratifiedKFold 并传递 random_state\n",
    "cv = StratifiedKFold(n_splits=4, shuffle=True, random_state=random_seed)\n",
    "\n",
    "# 创建GridSearchCV对象，使用5折交叉验证（可以调整交叉验证的折数）\n",
    "grid_search = GridSearchCV(estimator=pls, param_grid=param_grid, cv=cv, n_jobs=1, verbose=1, scoring='neg_mean_squared_error')\n",
    "\n",
    "test_results = []\n",
    "\n",
    "# 使用 tqdm 进行进度条显示\n",
    "for name, func in tqdm(preprocessing_functions.items(), desc=\"Processing Functions\"):\n",
    "\n",
    "    results = []\n",
    "    results.append(name)\n",
    "\n",
    "    # Apply the preprocessing function\n",
    "    processed_spectrum = func(spectrum)\n",
    "\n",
    "    # Perform GridSearchCV to find the best parameters\n",
    "    grid_search.fit(processed_spectrum, labels)\n",
    "\n",
    "    results.append(grid_search.best_params_)\n",
    "\n",
    "    best_model = grid_search.best_estimator_\n",
    "    best_score = k_fold_cross_validation_regression(processed_spectrum, np.array(labels), best_model, n_splits=5 , random_state = random_seed , show= False)\n",
    "\n",
    "    results.append(np.array(best_score).round(2))\n",
    "    test_results.append(results)\n",
    "\n",
    "pd.DataFrame(test_results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0ed51463",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.3658218535959122, 0.908544536601022)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_components = 5  # Example number of components, adjust as needed\n",
    "best_model = PLSRegression(n_components=n_components)\n",
    "\n",
    "k_fold_cross_validation_regression(pca(spectrum), np.array(labels), best_model, n_splits=5 , random_state = random_seed , show= True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bb2ad0f",
   "metadata": {},
   "source": [
    "###  两批数据进行测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "60979413",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# 读取训练和测试数据\n",
    "df = pd.read_csv(rf'大烟叶原始反射光谱数据_split.csv', index_col=0)\n",
    "labels = df.index.values\n",
    "spectrum = df.values\n",
    "spectrum = spectrum[:, 50:400]  # 选择需要的波长范围\n",
    "\n",
    "df = pd.read_csv(rf'大烟叶原始反射光谱数据第二批_split.csv', index_col=0)\n",
    "labels2 = df.index.values\n",
    "spectrum2 = df.values\n",
    "spectrum2 = spectrum2[:, 50:400]  # 选择需要的波长范围\n",
    "\n",
    "train_X = spectrum\n",
    "train_y = labels\n",
    "test_X = spectrum2\n",
    "test_y = labels2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "82818aea",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing Functions:   0%|          | 0/7 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "正在测试：MSC\n",
      "Fitting 3 folds for each of 90 candidates, totalling 270 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing Functions:  14%|█▍        | 1/7 [00:03<00:19,  3.20s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最优参数: {'C': 0.001, 'gamma': 'scale', 'kernel': 'linear'}\n",
      "最优交叉验证得分: 0.5202703857526193\n",
      "测试集准确率: 0.4098360655737705\n",
      "正在测试：SNV\n",
      "Fitting 3 folds for each of 90 candidates, totalling 270 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing Functions:  29%|██▊       | 2/7 [00:05<00:13,  2.69s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最优参数: {'C': 0.1, 'gamma': 'scale', 'kernel': 'linear'}\n",
      "最优交叉验证得分: 0.8092772052162914\n",
      "测试集准确率: 0.6967213114754098\n",
      "正在测试：CT\n",
      "Fitting 3 folds for each of 90 candidates, totalling 270 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing Functions:  43%|████▎     | 3/7 [00:08<00:12,  3.04s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最优参数: {'C': 1, 'gamma': 10, 'kernel': 'rbf'}\n",
      "最优交叉验证得分: 0.77365020766036\n",
      "测试集准确率: 0.7418032786885246\n",
      "正在测试：MA\n",
      "Fitting 3 folds for each of 90 candidates, totalling 270 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing Functions:  57%|█████▋    | 4/7 [00:12<00:09,  3.09s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最优参数: {'C': 1, 'gamma': 10, 'kernel': 'rbf'}\n",
      "最优交叉验证得分: 0.77365020766036\n",
      "测试集准确率: 0.7418032786885246\n",
      "正在测试：SG\n",
      "Fitting 3 folds for each of 90 candidates, totalling 270 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing Functions:  71%|███████▏  | 5/7 [00:15<00:06,  3.08s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最优参数: {'C': 1, 'gamma': 10, 'kernel': 'rbf'}\n",
      "最优交叉验证得分: 0.77365020766036\n",
      "测试集准确率: 0.7418032786885246\n",
      "正在测试：PCA\n",
      "Fitting 3 folds for each of 90 candidates, totalling 270 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing Functions:  86%|████████▌ | 6/7 [00:18<00:03,  3.03s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最优参数: {'C': 0.1, 'gamma': 'scale', 'kernel': 'linear'}\n",
      "最优交叉验证得分: 0.7583619614076467\n",
      "测试集准确率: 0.639344262295082\n",
      "正在测试：不做任何预处理\n",
      "Fitting 3 folds for each of 90 candidates, totalling 270 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing Functions: 100%|██████████| 7/7 [00:21<00:00,  3.01s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最优参数: {'C': 1, 'gamma': 10, 'kernel': 'rbf'}\n",
      "最优交叉验证得分: 0.77365020766036\n",
      "测试集准确率: 0.7418032786885246\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "test_results = []\n",
    "\n",
    "# 使用 tqdm 进行进度条显示\n",
    "for name, func in tqdm(preprocessing_functions.items(), desc=\"Processing Functions\"):\n",
    "\n",
    "    results  = []\n",
    "    print(f\"正在测试：{name}\")\n",
    "    results.append(name)\n",
    "    processed_train_X = func(train_X)  # 应用预处理函数\n",
    "    processed_test_X = func(test_X)  # 应用预处理函数\n",
    "\n",
    "    grid_search_X = np.concatenate((processed_train_X ,processed_test_X ) ,axis=0)\n",
    "    grid_search_y = np.concatenate((train_y ,test_y ) ,axis=0)\n",
    "    grid_search.fit(grid_search_X, grid_search_y)\n",
    "    # 输出最优参数和最优得分\n",
    "    print(f\"最优参数: {grid_search.best_params_}\")\n",
    "    results.append(grid_search.best_params_)\n",
    "    print(f\"最优交叉验证得分: {grid_search.best_score_}\")\n",
    "    results.append(grid_search.best_score_)\n",
    "    # 使用测试集评估最优模型\n",
    "\n",
    "    best_model = grid_search.best_estimator_\n",
    "    best_model.fit(processed_train_X, train_y)\n",
    "    y_pred = best_model.predict(processed_test_X)\n",
    "    # 计算测试集的准确率\n",
    "    accuracy = accuracy_score(test_y, y_pred)\n",
    "    print(f\"测试集准确率: {accuracy}\")\n",
    "    results.append(accuracy)\n",
    "    test_results.append(results)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6a6baf77",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_results = pd.DataFrame(test_results)\n",
    "test_results"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7eddbda6",
   "metadata": {},
   "source": [
    "### 保存模型并且使用新的模型进行预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "303e19f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "from sklearn.svm import SVC\n",
    "import  joblib\n",
    "df = pd.read_csv(rf'H:\\大烟叶数据\\Spectrum_analyse\\大烟叶原始反射光谱数据_split.csv' , index_col = 0)\n",
    "labels = df.index.values\n",
    "\n",
    "spectrum = df.values\n",
    "spectrum = spectrum[:,50:400]\n",
    "wave = [float(i) for i in df.columns.values]\n",
    "wave = wave[50:400]\n",
    "\n",
    "\n",
    "### 训练并且保存模型\n",
    "model = SVC(C=1 ,  kernel='poly', gamma=1)\n",
    "model.fit(spectrum, labels)\n",
    "import  joblib\n",
    "joblib.dump(model, 'dayanye.pkl')\n",
    "print('模型保存成功')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "084fafcd",
   "metadata": {},
   "outputs": [],
   "source": [
    "### 加载模型\n",
    "model = joblib.load('dayanye.pkl')\n",
    "\n",
    "import pandas as pd \n",
    "import numpy as np\n",
    "from sklearn.metrics import confusion_matrix\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as pl\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, ConfusionMatrixDisplay\n",
    "import matplotlib.pyplot as plt\n",
    "from SpectrumAnalyse import snv\n",
    "\n",
    "df = pd.read_csv(rf'H:\\大烟叶数据\\Spectrum_analyse\\大烟叶原始反射光谱数据第二批_split.csv' , index_col = 0)\n",
    "labels2 = df.index.values\n",
    "\n",
    "spectrum2 = df.values\n",
    "spectrum2 = spectrum2[:,50:400]\n",
    "\n",
    "wave = [float(i) for i in df.columns.values]\n",
    "wave = wave[50:400]\n",
    "### 模型预测并且绘制混淆矩阵\n",
    "predit = model.predict(spectrum2)\n",
    "cm = confusion_matrix(labels2, predit)\n",
    "\n",
    "# 获取唯一的标签\n",
    "unique_labels = np.unique(labels2)\n",
    "\n",
    "# 绘制混淆矩阵\n",
    "disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=unique_labels)\n",
    "disp.plot(cmap=plt.cm.Blues)\n",
    "accuracy = accuracy_score(labels2, predit)\n",
    "plt.title(f\"Accuracy: {accuracy:.2f}\")\n",
    "plt.show()\n"
   ]
  }
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